{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ❇️ Evolution of `LLMs` 🚀 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv('llms.csv')\n",
    "\n",
    "plt.figure(figsize=(7, 7))\n",
    "x, y = data['year'], data['parameters']\n",
    "\n",
    "plt.scatter(x, y, s=data['parameters']*40, c=data['colors'], \n",
    "            cmap=\"Accent\", alpha=0.6, edgecolors=\"white\", linewidth=2);\n",
    " \n",
    "plt.yticks(ticks = [0.01, 0.1, 1, 10, 100, 1000])\n",
    "plt.yscale('log')\n",
    "plt.xlabel(\"Year\"), plt.ylabel(\"# Parameters in billions\")\n",
    "plt.title(\"Evolution of LLMs\")\n",
    "\n",
    "# Annotate the bubbles\n",
    "for i, label in enumerate(list(data['label'])):\n",
    "    plt.annotate(label, (x[i], y[i]), ha='center', va='center')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env_twitter",
   "language": "python",
   "name": "env_twitter"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
